{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3256e0d9",
   "metadata": {},
   "source": [
    "-------------\n",
    "* 日期：week09\n",
    "* 课程：数据分析\n",
    "* 记录人：赖文佩\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1eb898bf",
   "metadata": {},
   "source": [
    "# 1.数据获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "698f90ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f6a6cbd",
   "metadata": {},
   "source": [
    "* 请求方法：POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dd1c5f91",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests,json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c0fadd1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"data\":{\n",
    "        \"mainSearchPcConditionForm\":{\n",
    "            \"city\":\"050020\",\n",
    "            \"dq\":\"050020\",\n",
    "            \"pubTime\":\"\",\n",
    "            \"currentPage\":\"0\",\n",
    "            \"pageSize\":40,\n",
    "            \"key\":\"产品经理\",\n",
    "            \"suggestTag\":\"\",\n",
    "            \"workYearCode\":\"1$3\",\n",
    "            \"compId\":\"\",\n",
    "            \"compName\":\"\",\n",
    "            \"compTag\":\"\",\n",
    "            \"industry\":\"\",\n",
    "            \"salary\":\"\",\n",
    "            \"jobKind\":\"\",\n",
    "            \"compScale\":\"\",\n",
    "            \"compKind\":\"\",\n",
    "            \"compStage\":\"\",\n",
    "            \"eduLevel\":\"\"},\n",
    "        \"passThroughForm\":{\n",
    "            \"scene\":\"condition\",\n",
    "            \"skId\":\"z0bz071flsw02izwxhy5b8jue7eee7y8\",\n",
    "            \"fkId\":\"8dvrtmhirdk3wdbhone8thq8dntxfy98\",\n",
    "            \"ckId\":\"v36hi812yao8dawkkai2vuvv06nq2d0b\",\n",
    "            \"suggest\":None\n",
    "        }\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "477c9973",
   "metadata": {},
   "outputs": [],
   "source": [
    "# headers = {\n",
    "  #  'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/96.0.4664.45 Safari/537.36'\n",
    "#}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "df6ffa88",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '490',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': 'Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=¤tPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07e304bf",
   "metadata": {},
   "source": [
    "* json.dumps 把python当中的字典转换成json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f31bf46b",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(url,data=json.dumps(payload),headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d7253590",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': 'application/json, text/plain, */*', 'Connection': 'keep-alive', 'Accept-Language': 'zh-CN,zh;q=0.9', 'Cache-Control': 'no-cache', 'Content-Length': '550', 'Content-Type': 'application/json;charset=UTF-8;', 'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0', 'Host': 'apic.liepin.com', 'Origin': 'https://www.liepin.com', 'Pragma': 'no-cache', 'Referer': 'https://www.liepin.com/', 'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"', 'sec-ch-ua-mobile': '?0', 'sec-ch-ua-platform': 'Windows\"', 'Sec-Fetch-Dest': 'empty', 'Sec-Fetch-Mode': 'cors', 'Sec-Fetch-Site': 'same-site', 'X-Client-Type': 'web', 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=¤tPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"', 'X-Fscp-Fe-Version': '', 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}', 'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c', 'X-Fscp-Version': '1.1', 'X-Requested-With': 'XMLHttpRequest', 'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f3d7b350",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ee490636",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['供应链产品', '数据分析'],\n",
       "      'jobId': '57816811',\n",
       "      'title': '产品经理助理',\n",
       "      'salary': '5-7k·13薪',\n",
       "      'dq': '广州-番禺区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20230418091349',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957816811.shtml',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': True,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '杜先生',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'c8d145acb0a3162c59941f318d428c38',\n",
       "      'chatted': False,\n",
       "      'imId': '5fdfb4259befbf07160bef405ccde8ba',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"recruiterName\":\"杜先生\",\"jobKind\":\"2\",\"imId\":\"5fdfb4259befbf07160bef405ccde8ba\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257816811%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '6260c4f2d16c9b55d258a16501u.png',\n",
       "      'compId': 9730786,\n",
       "      'compName': '京邦集团',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/9730786/'}},\n",
       "    {'job': {'labels': ['牙齿正畸'],\n",
       "      'jobId': '57784639',\n",
       "      'title': '客户经理--齿科正畸产品',\n",
       "      'salary': '10-14k·14薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20230418135442',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957784639.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': True,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '徐女士',\n",
       "      'recruiterTitle': 'recruiting manager',\n",
       "      'recruiterId': 'f51c1d2e9c63ee702eb20f824463cbc5',\n",
       "      'chatted': False,\n",
       "      'imId': '7bcd6f67675b9b1f6042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5d639dabd0718579c6ce8cec04u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"57784639\",\"userId\":\"f51c1d2e9c63ee702eb20f824463cbc5\",\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"imId\":\"7bcd6f67675b9b1f6042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5d639dabd0718579c6ce8cec04u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257784639%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '化工',\n",
       "      'compLogo': '5bfe910574719d35745abfa303a.png',\n",
       "      'compId': 7864451,\n",
       "      'compName': '3M中国',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/7864451/'}},\n",
       "    {'job': {'labels': ['泌尿外科'],\n",
       "      'jobId': '57157157',\n",
       "      'title': '医药产品经理',\n",
       "      'salary': '25-30k·14薪',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230321153342',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957157157.shtml',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '高级医学信息沟通专员',\n",
       "      'recruiterId': '22ab2b1a88769c3259935c280d474240',\n",
       "      'chatted': False,\n",
       "      'imId': 'd4cc4bca17cae276aefc9b4a2bd8879c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257157157%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe916674719d35745ad29703a.png',\n",
       "      'compId': 8275623,\n",
       "      'compName': '康方生物',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/8275623/'}},\n",
       "    {'job': {'labels': ['市场营销', '产品管理', '产品开发'],\n",
       "      'jobId': '45177357',\n",
       "      'title': ' Product Manager ',\n",
       "      'salary': '25-30k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230419105436',\n",
       "      'link': 'https://www.liepin.com/a/45177357.shtml',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '47227c6fbfcd952686963be95b15422d',\n",
       "      'chatted': False,\n",
       "      'imId': '9cfdabc8878349689809d03804875792',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '6321be3095ee1c04143439eb01u.jpeg'},\n",
       "     'dataParams': '{\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"recruiterName\":\"孙女士\",\"jobKind\":\"1\",\"imId\":\"9cfdabc8878349689809d03804875792\",\"imUserType\":\"2\",\"recruiterPhoto\":\"6321be3095ee1c04143439eb01u.jpeg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245177357%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '日化',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某国内大型快消品公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': ''}},\n",
       "    {'job': {'labels': ['数据分析'],\n",
       "      'jobId': '40053971',\n",
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       "      'refreshTime': '20220919114809',\n",
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       "      'link': 'https://www.liepin.com/job/1940053971.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '徐女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
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       "     'comp': {'compIndustry': '制药',\n",
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       "    {'job': {'labels': ['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计'],\n",
       "      'jobId': '57565197',\n",
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       "      'recruiterTitle': '高级人力资源经理',\n",
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       "     'comp': {'compIndustry': '基金/证券/期货',\n",
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       "    {'job': {'labels': ['生物科技'],\n",
       "      'jobId': '57310499',\n",
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       "      'topJob': False,\n",
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       "      'link': 'https://www.liepin.com/job/1957310499.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
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       "      'recruiterTitle': '招聘专员',\n",
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       "     'comp': {'compIndustry': '生物技术',\n",
       "      'compStage': 'A轮',\n",
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       "      'compId': 13113895,\n",
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       "    {'job': {'labels': ['工具产品'],\n",
       "      'jobId': '44668403',\n",
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       "      'compName': '某广州电子商务公司',\n",
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       "    {'job': {'labels': ['旅游产品', 'to C', 'OTA', '英文'],\n",
       "      'jobId': '57485259',\n",
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       "      'compId': 8082331,\n",
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       "    {'job': {'labels': ['产品规划'],\n",
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       "     'comp': {'compIndustry': '制药',\n",
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       "    {'job': {'labels': ['工具产品'],\n",
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       "     'dataInfo': '%7B%22jobId%22%3A%2244668045%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '电子商务',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州电子商务公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': ''}},\n",
       "    {'job': {'labels': ['工具产品'],\n",
       "      'jobId': '44668245',\n",
       "      'title': '充电-产品经理',\n",
       "      'salary': '15-24k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230323102443',\n",
       "      'link': 'https://www.liepin.com/a/44668245.shtml',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '张女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '0dfca8bd388cf67f1995baa6429364e4',\n",
       "      'chatted': False,\n",
       "      'imId': '42164ef1272ab5736e8893c9219f7e03',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '6408280fb792580455b2e08001u.png'},\n",
       "     'dataParams': '{\"jobId\":\"44668245\",\"userId\":\"0dfca8bd388cf67f1995baa6429364e4\",\"recruiterName\":\"张女士\",\"jobKind\":\"1\",\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"imUserType\":\"2\",\"recruiterPhoto\":\"6408280fb792580455b2e08001u.png\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244668245%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '电子商务',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州电子商务公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': ''}},\n",
       "    {'job': {'labels': ['NFC', '一卡通'],\n",
       "      'jobId': '43004537',\n",
       "      'title': '产品经理',\n",
       "      'salary': '20-30k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230131145853',\n",
       "      'link': 'https://www.liepin.com/a/43004537.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '秦先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '2811825ea5bfeb820b7c63a6104db6fb',\n",
       "      'chatted': False,\n",
       "      'imId': 'c19a3d02ddef3222e70dc0cfcb4da503',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '625e156c9acaf0067ad22cbb08u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"43004537\",\"userId\":\"2811825ea5bfeb820b7c63a6104db6fb\",\"recruiterName\":\"秦先生\",\"jobKind\":\"1\",\"imId\":\"c19a3d02ddef3222e70dc0cfcb4da503\",\"imUserType\":\"2\",\"recruiterPhoto\":\"625e156c9acaf0067ad22cbb08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2243004537%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州大型互联网公司',\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': ''}},\n",
       "    {'job': {'labels': ['工具产品', 'IT互联网', '产品设计', '原型设计', '产品规划', '用户研究'],\n",
       "      'jobId': '46355485',\n",
       "      'title': '产品经理',\n",
       "      'salary': '8-13k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=13',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221125094722',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1946355485.shtml',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '人力资源负责人',\n",
       "      'recruiterId': '1cb765d37bd0684eff1ae1f928339e0b',\n",
       "      'chatted': False,\n",
       "      'imId': '612d2e8328d1f75dfdb07c5a03f49b8b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"46355485\",\"userId\":\"1cb765d37bd0684eff1ae1f928339e0b\",\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"imId\":\"612d2e8328d1f75dfdb07c5a03f49b8b\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2246355485%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfea0bd74719d2aa34c05b003a.png',\n",
       "      'compId': 9257569,\n",
       "      'compName': '广州天迅网络科技有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/9257569/'}},\n",
       "    {'job': {'labels': ['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发'],\n",
       "      'jobId': '56099491',\n",
       "      'title': '产品经理',\n",
       "      'salary': '12-15k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230214160846',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956099491.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '黄女士',\n",
       "      'recruiterTitle': '人力行政实习生',\n",
       "      'recruiterId': '93dd604f1509212fa3eb4df9e13b6d62',\n",
       "      'chatted': False,\n",
       "      'imId': '4dd9c611f28fb31268c56fcc9b2af6cb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '63ec2b240a1ead27bd40dc1505u.png'},\n",
       "     'dataParams': '{\"jobId\":\"56099491\",\"userId\":\"93dd604f1509212fa3eb4df9e13b6d62\",\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"imId\":\"4dd9c611f28fb31268c56fcc9b2af6cb\",\"imUserType\":\"2\",\"recruiterPhoto\":\"63ec2b240a1ead27bd40dc1505u.png\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256099491%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '工艺品',\n",
       "      'compLogo': '61a5bb22f96ca95918aa2e9206u.png',\n",
       "      'compId': 13001749,\n",
       "      'compName': '广东森宝文化实业有限公司',\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/13001749/'}},\n",
       "    {'job': {'labels': ['广告产品',\n",
       "       '广告行业',\n",
       "       '游戏行业',\n",
       "       '计算机软件',\n",
       "       '产品设计',\n",
       "       '流程设计',\n",
       "       '数据分析',\n",
       "       '团队管理'],\n",
       "      'jobId': '48652943',\n",
       "      'title': '产品经理',\n",
       "      'salary': '15-30k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230310175540',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1948652943.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '文饶',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': 'ba92c288ac646d9975818ed14bd0d05e',\n",
       "      'chatted': False,\n",
       "      'imId': '7d9de10d9f7b0a9c9941166e65ebdb6f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"48652943\",\"userId\":\"ba92c288ac646d9975818ed14bd0d05e\",\"recruiterName\":\"文饶\",\"jobKind\":\"2\",\"imId\":\"7d9de10d9f7b0a9c9941166e65ebdb6f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2248652943%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '游戏',\n",
       "      'compLogo': '624a9b1378302f2c469582d607u.png',\n",
       "      'compId': 8166526,\n",
       "      'compName': '广州乐牛游戏',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/8166526/'}},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '44296619',\n",
       "      'title': '心血管产品线总经理',\n",
       "      'salary': '30-50k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=16',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230310203843',\n",
       "      'link': 'https://www.liepin.com/a/44296619.shtml',\n",
       "      'requireEduLevel': '硕士及以上',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '王女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '1f85cb9fa2d342ded02e1a3cb9420619',\n",
       "      'chatted': False,\n",
       "      'imId': 'aff648644d2a1229fa1c74c9d557610b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '6246e8b3bc8c77795d23422d03u.png'},\n",
       "     'dataParams': '{\"jobId\":\"44296619\",\"userId\":\"1f85cb9fa2d342ded02e1a3cb9420619\",\"recruiterName\":\"王女士\",\"jobKind\":\"1\",\"imId\":\"aff648644d2a1229fa1c74c9d557610b\",\"imUserType\":\"2\",\"recruiterPhoto\":\"6246e8b3bc8c77795d23422d03u.png\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244296619%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '医疗器械',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州医疗设备上市公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': ''}},\n",
       "    {'job': {'labels': ['产品经理', 'MCS系统', 'B2B报价系统'],\n",
       "      'jobId': '45039771',\n",
       "      'title': '产品经理',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '广州-增城区',\n",
       "      'jobKind': '1',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=17',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230406101734',\n",
       "      'link': 'https://www.liepin.com/a/45039771.shtml',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '王女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '565849ded1b9b95e377539f79c05e41c',\n",
       "      'chatted': False,\n",
       "      'imId': '9f14288df001c0c215bfaefec8d20490',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5d541bac4ebeb1284dfb924f06u.jpg'},\n",
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       "     'comp': {'compIndustry': '家具/家居',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某大型知名家具/家居公司',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': ''}},\n",
       "    {'job': {'labels': ['电子商务',\n",
       "       '家具设计',\n",
       "       '产品规划',\n",
       "       '欧美风格',\n",
       "       '轻奢风格',\n",
       "       '实木家具',\n",
       "       '板木家具',\n",
       "       '软体家具'],\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=18',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220729142500',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1946557423.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '梁女士',\n",
       "      'recruiterTitle': 'hrbp',\n",
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       "     'comp': {'compIndustry': '电子商务',\n",
       "      'compStage': 'B轮',\n",
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       "    {'job': {'labels': ['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析'],\n",
       "      'jobId': '44638211',\n",
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       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1944638211.shtml',\n",
       "      'requireEduLevel': '大专',\n",
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       "      'recruiterTitle': '招聘专员',\n",
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       "      'compLogo': '5fd9ac8a1721db2a11d6bfe501u.png',\n",
       "      'compId': 8947527,\n",
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       "      'link': 'https://www.liepin.com/company/8947527/'}},\n",
       "    {'job': {'labels': ['数据分析'],\n",
       "      'jobId': '41293593',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=20',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20210723095531',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1941293593.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
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       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '广州卓术信息科技有限公司',\n",
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       "     'comp': {'compIndustry': '科技金融',\n",
       "      'compStage': '融资未公开',\n",
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       "    {'job': {'labels': ['工具产品', '移动端产品'],\n",
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       "     'recruiter': {'recruiterName': '康女士',\n",
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       "    {'job': {'labels': [],\n",
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       "    {'job': {'labels': [],\n",
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       "     'comp': {'compIndustry': '食品/饮料/酒水',\n",
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       "    {'job': {'labels': ['云网编排', '电信'],\n",
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       "    {'job': {'labels': ['AI人工智能产品',\n",
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       "    {'job': {'labels': ['IT互联网', '用户研究', '市场调研'],\n",
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       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1952410465.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '邓女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '42a2c62bf934a3d99dabcf9dd14166d8',\n",
       "      'chatted': False,\n",
       "      'imId': '34bca69415136074d2e7a31c096a5fc3',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"52410465\",\"userId\":\"42a2c62bf934a3d99dabcf9dd14166d8\",\"recruiterName\":\"邓女士\",\"jobKind\":\"2\",\"imId\":\"34bca69415136074d2e7a31c096a5fc3\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252410465%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe916674719d35745ad29703a.png',\n",
       "      'compId': 8275623,\n",
       "      'compName': '康方生物',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/8275623/'}},\n",
       "    {'job': {'labels': ['交易产品',\n",
       "       '供应链产品',\n",
       "       '数据产品',\n",
       "       '电商产品',\n",
       "       'to B',\n",
       "       'CRM系统',\n",
       "       '采购',\n",
       "       'SaaS系统',\n",
       "       '信息安全',\n",
       "       '计算机软件'],\n",
       "      'jobId': '57365497',\n",
       "      'title': '产品经理岗（信息技术）',\n",
       "      'salary': '10-16k·15薪',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230419180107',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957365497.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '54cbd070baed9f4ed723ded599efb12c',\n",
       "      'chatted': False,\n",
       "      'imId': 'a2afe536821a6213835da8f121f93219',\n",
       "      'imUserType': '2',\n",
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       "     'dataParams': '{\"jobId\":\"57365497\",\"userId\":\"54cbd070baed9f4ed723ded599efb12c\",\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"imId\":\"a2afe536821a6213835da8f121f93219\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
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       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
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       "      'compName': '广州交易所集团有限公司',\n",
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       "      'link': 'https://www.liepin.com/company/13126133/'}},\n",
       "    {'job': {'labels': ['Axure', '交互设计', '用户研究'],\n",
       "      'jobId': '57700793',\n",
       "      'title': '产品经理（数字化） (MJ001940)',\n",
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       "      'dq': '广州-黄埔区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230411142554',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957700793.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '屈女士',\n",
       "      'recruiterTitle': '人力资源专员',\n",
       "      'recruiterId': 'd240723b0e912c8397fdbbeae47fcb1b',\n",
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       "      'imUserType': '2',\n",
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       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '6242b195ca47ff43908033f907u.png',\n",
       "      'compId': 8547388,\n",
       "      'compName': '广电运通金融电子',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8547388/'}},\n",
       "    {'job': {'labels': ['数据产品', '工具产品'],\n",
       "      'jobId': '44046273',\n",
       "      'title': 'AI应用产品经理 ',\n",
       "      'salary': '18-19k·15薪',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230303103708',\n",
       "      'link': 'https://www.liepin.com/a/44046273.shtml',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '杨女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '0f67104d9d26e05a63878b22301425ad',\n",
       "      'chatted': False,\n",
       "      'imId': '6562ab6805ed6c31063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '636899c231cd614a2518fd6603u.jpeg'},\n",
       "     'dataParams': '{\"jobId\":\"44046273\",\"userId\":\"0f67104d9d26e05a63878b22301425ad\",\"recruiterName\":\"杨女士\",\"jobKind\":\"1\",\"imId\":\"6562ab6805ed6c31063dfc1b00f6daab\",\"imUserType\":\"2\",\"recruiterPhoto\":\"636899c231cd614a2518fd6603u.jpeg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '食品/饮料/日化',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '知名港资快消集团',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': ''}},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '43415437',\n",
       "      'title': '产品经理（护肤品产品经理）',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '广州-白云区',\n",
       "      'jobKind': '1',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230419100306',\n",
       "      'link': 'https://www.liepin.com/a/43415437.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '唐女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '36b94f67508835cc9a16a1a712525b2e',\n",
       "      'chatted': False,\n",
       "      'imId': 'f8e487f9c2ce7cab62cb88e0a323364d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '60eff8fa72adae59b22441f602u.png'},\n",
       "     'dataParams': '{\"jobId\":\"43415437\",\"userId\":\"36b94f67508835cc9a16a1a712525b2e\",\"recruiterName\":\"唐女士\",\"jobKind\":\"1\",\"imId\":\"f8e487f9c2ce7cab62cb88e0a323364d\",\"imUserType\":\"2\",\"recruiterPhoto\":\"60eff8fa72adae59b22441f602u.png\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2243415437%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '个人护理品',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某化妆品企业',\n",
       "      'compScale': '500-999人',\n",
       "      'link': ''}},\n",
       "    {'job': {'labels': ['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品'],\n",
       "      'jobId': '56142583',\n",
       "      'title': '产品经理',\n",
       "      'salary': '20-30k',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230419144914',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956142583.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '王女士',\n",
       "      'recruiterTitle': '人事专员',\n",
       "      'recruiterId': 'e36552938188a1aad74c93eafadb8eb7',\n",
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       "      'imId': 'ae28de7e05e365ec4905a3841e4dc3ea',\n",
       "      'imUserType': '2',\n",
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       "     'dataInfo': '%7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '电子商务',\n",
       "      'compLogo': '634f899ab0584d35822417cb06u.png',\n",
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       "      'compName': '文峰荟(广州)企业管理有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/13297665/'}},\n",
       "    {'job': {'labels': ['产品经理', '水稻产品'],\n",
       "      'jobId': '55890723',\n",
       "      'title': '水稻产品经理',\n",
       "      'salary': '10-20k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230207162923',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1955890723.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'Senior Recruiter/HRBP',\n",
       "      'recruiterId': '0b0c90adf9dba7db1c365306d4cf4761',\n",
       "      'chatted': False,\n",
       "      'imId': '8efd3436fa841834351ff05530f680dd',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"55890723\",\"userId\":\"0b0c90adf9dba7db1c365306d4cf4761\",\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"8efd3436fa841834351ff05530f680dd\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2255890723%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '农/林/牧/渔',\n",
       "      'compLogo': '5bfea26774719d2aa34c583003a.png',\n",
       "      'compId': 8929680,\n",
       "      'compName': '先正达(中国)投资有限公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/8929680/'}},\n",
       "    {'job': {'labels': ['金融产品', '基金产品', '金融行业'],\n",
       "      'jobId': '52633051',\n",
       "      'title': '产品经理',\n",
       "      'salary': '15-25k·13薪',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220920181230',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1952633051.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '徐先生',\n",
       "      'recruiterTitle': '招聘经理/主管',\n",
       "      'recruiterId': '23e6192b5acc98d4a62a677bdaeb001c',\n",
       "      'chatted': False,\n",
       "      'imId': '914c35ca551eeb8c6bc971ec2e264ed1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"52633051\",\"userId\":\"23e6192b5acc98d4a62a677bdaeb001c\",\"recruiterName\":\"徐先生\",\"jobKind\":\"2\",\"imId\":\"914c35ca551eeb8c6bc971ec2e264ed1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252633051%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compLogo': '5e68860937483e328d549b2907u.jpg',\n",
       "      'compId': 10212685,\n",
       "      'compName': '广州融山信息科技有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10212685/'}},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '54170607',\n",
       "      'title': '电商产品经理(J10169)',\n",
       "      'salary': '12-20k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230131151535',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1954170607.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '高级招聘bp',\n",
       "      'recruiterId': '22196dddc475ff27dbf195b55ab30d93',\n",
       "      'chatted': False,\n",
       "      'imId': 'fba4b11d39f91cd7cc809655362a8e54',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataParams': '{\"jobId\":\"54170607\",\"userId\":\"22196dddc475ff27dbf195b55ab30d93\",\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"imId\":\"fba4b11d39f91cd7cc809655362a8e54\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2254170607%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compIndustry': '电子商务',\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '62eb718e29badd322a14498d03u.png',\n",
       "      'compId': 8134400,\n",
       "      'compName': 'LINSY 林氏',\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': 'https://www.liepin.com/company/8134400/'}}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'totalCounts': 801,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'ckId': 'v36hi812yao8dawkkai2vuvv06nq2d0b',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'z0bz071flsw02izwxhy5b8jue7eee7y8',\n",
       "   'fkId': 'v36hi812yao8dawkkai2vuvv06nq2d0b',\n",
       "   'sfrom': 'search_job_pc'}}}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_liepin = r.json()\n",
    "data_liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "027bdec0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "04f1d68e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257816811%22%2C%22ckId%22%3...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>57816811</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobId\":\"57784639\",\"userId\":\"f51c1d2e9c63ee70...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257784639%22%2C%22ckId%22%3...</td>\n",
       "      <td>[牙齿正畸]</td>\n",
       "      <td>57784639</td>\n",
       "      <td>客户经理--齿科正畸产品</td>\n",
       "      <td>10-14k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>7bcd6f67675b9b1f6042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5d639dabd0718579c6ce8cec04u.jpg</td>\n",
       "      <td>化工</td>\n",
       "      <td>5bfe910574719d35745abfa303a.png</td>\n",
       "      <td>7864451.0</td>\n",
       "      <td>3M中国</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/7864451/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257157157%22%2C%22ckId%22%3...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>57157157</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...</td>\n",
       "      <td>%7B%22jobId%22%3A%2245177357%22%2C%22ckId%22%3...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>45177357</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>日化</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobId\":\"40053971\",\"userId\":\"1590a7fa7a4c122c...</td>\n",
       "      <td>%7B%22jobId%22%3A%2240053971%22%2C%22ckId%22%3...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>40053971</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>16-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>529552300bc2bc6e160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>604f14de52c864553c987f2203u.png</td>\n",
       "      <td>12568645.0</td>\n",
       "      <td>江苏知原药业股份有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12568645/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"jobId\":\"57565197\",\"userId\":\"957da5d54f0e05cf...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257565197%22%2C%22ckId%22%3...</td>\n",
       "      <td>[金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]</td>\n",
       "      <td>57565197</td>\n",
       "      <td>数字化产品经理岗</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>4acca2cffc6204f40e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8136395.0</td>\n",
       "      <td>广州越秀金融控股集团有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8136395/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"jobId\":\"57310499\",\"userId\":\"42d729da7b77447d...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257310499%22%2C%22ckId%22%3...</td>\n",
       "      <td>[生物科技]</td>\n",
       "      <td>57310499</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>f7db13688dbb016edf514c63e89fb1b8</td>\n",
       "      <td>2</td>\n",
       "      <td>6423908b3bc4c916d465997108u.png</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13113895.0</td>\n",
       "      <td>态创生物</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13113895/</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"jobId\":\"44668403\",\"userId\":\"0dfca8bd388cf67f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244668403%22%2C%22ckId%22%3...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>44668403</td>\n",
       "      <td>家居-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"jobId\":\"57485259\",\"userId\":\"3fcd2f12b166bad5...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257485259%22%2C%22ckId%22%3...</td>\n",
       "      <td>[旅游产品, to C, OTA, 英文]</td>\n",
       "      <td>57485259</td>\n",
       "      <td>产品经理（海外业务）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>771cd76556a28fdf9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>59b6035970324a7f8c9d651306a.jpg</td>\n",
       "      <td>8082331.0</td>\n",
       "      <td>租租车</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/8082331/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"jobId\":\"42213621\",\"userId\":\"cb4f864075f8397e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2242213621%22%2C%22ckId%22%3...</td>\n",
       "      <td>[产品规划]</td>\n",
       "      <td>42213621</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>12-21k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>883cd419b3e5fda8befa578784e31c32</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>60f0012c66b5e17b60aa022905u.png</td>\n",
       "      <td>8788514.0</td>\n",
       "      <td>一品红</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8788514/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"jobId\":\"44668045\",\"userId\":\"0dfca8bd388cf67f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244668045%22%2C%22ckId%22%3...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>44668045</td>\n",
       "      <td>照明-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"jobId\":\"44668245\",\"userId\":\"0dfca8bd388cf67f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244668245%22%2C%22ckId%22%3...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>44668245</td>\n",
       "      <td>充电-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"jobId\":\"43004537\",\"userId\":\"2811825ea5bfeb82...</td>\n",
       "      <td>%7B%22jobId%22%3A%2243004537%22%2C%22ckId%22%3...</td>\n",
       "      <td>[NFC, 一卡通]</td>\n",
       "      <td>43004537</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>c19a3d02ddef3222e70dc0cfcb4da503</td>\n",
       "      <td>2</td>\n",
       "      <td>625e156c9acaf0067ad22cbb08u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"jobId\":\"46355485\",\"userId\":\"1cb765d37bd0684e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2246355485%22%2C%22ckId%22%3...</td>\n",
       "      <td>[工具产品, IT互联网, 产品设计, 原型设计, 产品规划, 用户研究]</td>\n",
       "      <td>46355485</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-13k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>612d2e8328d1f75dfdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5bfea0bd74719d2aa34c05b003a.png</td>\n",
       "      <td>9257569.0</td>\n",
       "      <td>广州天迅网络科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9257569/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"jobId\":\"56099491\",\"userId\":\"93dd604f1509212f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256099491%22%2C%22ckId%22%3...</td>\n",
       "      <td>[需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]</td>\n",
       "      <td>56099491</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>4dd9c611f28fb31268c56fcc9b2af6cb</td>\n",
       "      <td>2</td>\n",
       "      <td>63ec2b240a1ead27bd40dc1505u.png</td>\n",
       "      <td>工艺品</td>\n",
       "      <td>61a5bb22f96ca95918aa2e9206u.png</td>\n",
       "      <td>13001749.0</td>\n",
       "      <td>广东森宝文化实业有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/13001749/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"jobId\":\"48652943\",\"userId\":\"ba92c288ac646d99...</td>\n",
       "      <td>%7B%22jobId%22%3A%2248652943%22%2C%22ckId%22%3...</td>\n",
       "      <td>[广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]</td>\n",
       "      <td>48652943</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>7d9de10d9f7b0a9c9941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>游戏</td>\n",
       "      <td>624a9b1378302f2c469582d607u.png</td>\n",
       "      <td>8166526.0</td>\n",
       "      <td>广州乐牛游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8166526/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"jobId\":\"44296619\",\"userId\":\"1f85cb9fa2d342de...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244296619%22%2C%22ckId%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44296619</td>\n",
       "      <td>心血管产品线总经理</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>aff648644d2a1229fa1c74c9d557610b</td>\n",
       "      <td>2</td>\n",
       "      <td>6246e8b3bc8c77795d23422d03u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗设备上市公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"jobId\":\"45039771\",\"userId\":\"565849ded1b9b95e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2245039771%22%2C%22ckId%22%3...</td>\n",
       "      <td>[产品经理, MCS系统, B2B报价系统]</td>\n",
       "      <td>45039771</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-增城区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>9f14288df001c0c215bfaefec8d20490</td>\n",
       "      <td>2</td>\n",
       "      <td>5d541bac4ebeb1284dfb924f06u.jpg</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名家具/家居公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"jobId\":\"46557423\",\"userId\":\"a2d2354bf657634e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2246557423%22%2C%22ckId%22%3...</td>\n",
       "      <td>[电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]</td>\n",
       "      <td>46557423</td>\n",
       "      <td>家具产品经理</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b9f180babb88d8c1d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>60646aae992c4240ea9983b905u.png</td>\n",
       "      <td>10239197.0</td>\n",
       "      <td>爆米科技</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/10239197/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"jobId\":\"44638211\",\"userId\":\"d065b1daa7bcb84a...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244638211%22%2C%22ckId%22%3...</td>\n",
       "      <td>[产品设计, axure, visio, xmind, erp, 需求分析]</td>\n",
       "      <td>44638211</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>a7c1274d81ffbd5c8fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>5fd9ac8a1721db2a11d6bfe501u.png</td>\n",
       "      <td>8947527.0</td>\n",
       "      <td>亮健集团</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8947527/</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"jobId\":\"41293593\",\"userId\":\"41a7ab5db2267b7a...</td>\n",
       "      <td>%7B%22jobId%22%3A%2241293593%22%2C%22ckId%22%3...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>41293593</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>abdc4a6288cb408c67afc08fad36a30d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>60f919edecacff0bd07ea1c308u.jpg</td>\n",
       "      <td>9249321.0</td>\n",
       "      <td>卓术信息</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9249321/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"jobId\":\"55540905\",\"userId\":\"626782c0f12b3069...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255540905%22%2C%22ckId%22%3...</td>\n",
       "      <td>[工具产品, 移动端产品]</td>\n",
       "      <td>55540905</td>\n",
       "      <td>产品经理（工具产品）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>419e123d9f6bdaed6dadb487287a091a</td>\n",
       "      <td>2</td>\n",
       "      <td>5de9b8bfcd52473b94f2fba308u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5de9b7cf276e4871f4155d2a08u.jpg</td>\n",
       "      <td>8835306.0</td>\n",
       "      <td>至真信息</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8835306/</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"jobId\":\"41342655\",\"userId\":\"0042dacfb48178e9...</td>\n",
       "      <td>%7B%22jobId%22%3A%2241342655%22%2C%22ckId%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>41342655</td>\n",
       "      <td>产品经理（金融类产品）</td>\n",
       "      <td>8-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>03e8d37d540f7aacac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>游戏</td>\n",
       "      <td>624a9b1378302f2c469582d607u.png</td>\n",
       "      <td>8166526.0</td>\n",
       "      <td>广州乐牛游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8166526/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"jobId\":\"54094527\",\"userId\":\"bfc28207e2f11798...</td>\n",
       "      <td>%7B%22jobId%22%3A%2254094527%22%2C%22ckId%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>54094527</td>\n",
       "      <td>产品经理（快消品）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>207c380fb07ddad3e7b657921b02bb93</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"jobId\":\"56928029\",\"userId\":\"08e4b7710d87386c...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256928029%22%2C%22ckId%22%3...</td>\n",
       "      <td>[云网编排, 电信]</td>\n",
       "      <td>56928029</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>69dd5aa7404662acbf1edd1f3249a09c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5bfea2fc74719d2aa34c73fb03a.png</td>\n",
       "      <td>552933.0</td>\n",
       "      <td>广东亿迅科技有限公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/552933/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"jobId\":\"44961783\",\"userId\":\"650041927c39da8d...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244961783%22%2C%22ckId%22%3...</td>\n",
       "      <td>[AI人工智能产品, 机器学习, 深度学习, 人工智能, 人工智能领域, AI, 算法/AI...</td>\n",
       "      <td>44961783</td>\n",
       "      <td>AI应用产品经理（广州总部）# 90M0115489</td>\n",
       "      <td>17-22k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>4599fb70152beed2e89ee1fba507436c</td>\n",
       "      <td>2</td>\n",
       "      <td>6307358dfcd8e70344dcd0aa02u.jpeg</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某上海大型专业服务公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>不需要融资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"jobId\":\"57547393\",\"userId\":\"a33efcbbbe8cac1f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257547393%22%2C%22ckId%22%3...</td>\n",
       "      <td>[医药行业销售, 市场调研分析, 产品推广]</td>\n",
       "      <td>57547393</td>\n",
       "      <td>助理产品经理/产品经理</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>38182daa8f6bb89c16045c5c81f662c6</td>\n",
       "      <td>2</td>\n",
       "      <td>642e22d5690f674cbedabe8f08u.png</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13493269.0</td>\n",
       "      <td>拱极生物医药(广州)有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13493269/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"jobId\":\"56163467\",\"userId\":\"2b7f4d87edb76158...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256163467%22%2C%22ckId%22%3...</td>\n",
       "      <td>[康复医疗器械, 医疗器械]</td>\n",
       "      <td>56163467</td>\n",
       "      <td>医疗器械产品经理</td>\n",
       "      <td>12-18k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ba01035e7babf9fc97cd4b0530f9e3f9</td>\n",
       "      <td>2</td>\n",
       "      <td>54d1e762712eb4f6b84c253101a.png</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>5bfe8fc874719d35745a817203a.png</td>\n",
       "      <td>3482038.0</td>\n",
       "      <td>一康医疗</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/3482038/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"jobId\":\"56773475\",\"userId\":\"f3b6bdf2ce40fc5f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256773475%22%2C%22ckId%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56773475</td>\n",
       "      <td>代客代理中心产品经理岗（衍生品交易产品经理）</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>a6ecbb8d620b5506c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>银行</td>\n",
       "      <td>5bfea60174719d2aa34cf03003a.png</td>\n",
       "      <td>8790445.0</td>\n",
       "      <td>浦发银行</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8790445/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"jobId\":\"41290327\",\"userId\":\"3c7809eade2bdcbf...</td>\n",
       "      <td>%7B%22jobId%22%3A%2241290327%22%2C%22ckId%22%3...</td>\n",
       "      <td>[IT互联网, 用户研究, 市场调研]</td>\n",
       "      <td>41290327</td>\n",
       "      <td>高级产品经理-</td>\n",
       "      <td>18-28k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>a3f8d3fcd35211590eae969ce9a54d02</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>635f3558bc4bee6f5c71877b04u.png</td>\n",
       "      <td>9541320.0</td>\n",
       "      <td>数字广东</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9541320/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"jobId\":\"57515707\",\"userId\":\"9224e21535a0770f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>57515707</td>\n",
       "      <td>广花融资担保公司（筹）产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2e2678cb5cd647bb7ea58b95d93937d7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13183547.0</td>\n",
       "      <td>广州智都投资控股集团有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13183547/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"jobId\":\"52410465\",\"userId\":\"42a2c62bf934a3d9...</td>\n",
       "      <td>%7B%22jobId%22%3A%2252410465%22%2C%22ckId%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>52410465</td>\n",
       "      <td>产品经理(妇瘤领域）</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>34bca69415136074d2e7a31c096a5fc3</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"jobId\":\"57365497\",\"userId\":\"54cbd070baed9f4e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257365497%22%2C%22ckId%22%3...</td>\n",
       "      <td>[交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, Saa...</td>\n",
       "      <td>57365497</td>\n",
       "      <td>产品经理岗（信息技术）</td>\n",
       "      <td>10-16k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>a2afe536821a6213835da8f121f93219</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13126133.0</td>\n",
       "      <td>广州交易所集团有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13126133/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"jobId\":\"57700793\",\"userId\":\"d240723b0e912c83...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257700793%22%2C%22ckId%22%3...</td>\n",
       "      <td>[Axure, 交互设计, 用户研究]</td>\n",
       "      <td>57700793</td>\n",
       "      <td>产品经理（数字化） (MJ001940)</td>\n",
       "      <td>10-18k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ae4d6cfa4ade940c9b424d05e277c733</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>8547388.0</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"jobId\":\"44046273\",\"userId\":\"0f67104d9d26e05a...</td>\n",
       "      <td>%7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...</td>\n",
       "      <td>[数据产品, 工具产品]</td>\n",
       "      <td>44046273</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>18-19k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>6562ab6805ed6c31063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>636899c231cd614a2518fd6603u.jpeg</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>知名港资快消集团</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobId\":\"43415437\",\"userId\":\"36b94f67508835cc...</td>\n",
       "      <td>%7B%22jobId%22%3A%2243415437%22%2C%22ckId%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43415437</td>\n",
       "      <td>产品经理（护肤品产品经理）</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>f8e487f9c2ce7cab62cb88e0a323364d</td>\n",
       "      <td>2</td>\n",
       "      <td>60eff8fa72adae59b22441f602u.png</td>\n",
       "      <td>个人护理品</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某化妆品企业</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobId\":\"56142583\",\"userId\":\"e36552938188a1aa...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...</td>\n",
       "      <td>[跨境电商, to C, ERP系统, 数据分析, 供应链产品]</td>\n",
       "      <td>56142583</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ae28de7e05e365ec4905a3841e4dc3ea</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>634f899ab0584d35822417cb06u.png</td>\n",
       "      <td>13297665.0</td>\n",
       "      <td>文峰荟(广州)企业管理有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/13297665/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobId\":\"55890723\",\"userId\":\"0b0c90adf9dba7db...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255890723%22%2C%22ckId%22%3...</td>\n",
       "      <td>[产品经理, 水稻产品]</td>\n",
       "      <td>55890723</td>\n",
       "      <td>水稻产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>8efd3436fa841834351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>农/林/牧/渔</td>\n",
       "      <td>5bfea26774719d2aa34c583003a.png</td>\n",
       "      <td>8929680.0</td>\n",
       "      <td>先正达(中国)投资有限公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8929680/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobId\":\"52633051\",\"userId\":\"23e6192b5acc98d4...</td>\n",
       "      <td>%7B%22jobId%22%3A%2252633051%22%2C%22ckId%22%3...</td>\n",
       "      <td>[金融产品, 基金产品, 金融行业]</td>\n",
       "      <td>52633051</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>914c35ca551eeb8c6bc971ec2e264ed1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5e68860937483e328d549b2907u.jpg</td>\n",
       "      <td>10212685.0</td>\n",
       "      <td>广州融山信息科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10212685/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobId\":\"54170607\",\"userId\":\"22196dddc475ff27...</td>\n",
       "      <td>%7B%22jobId%22%3A%2254170607%22%2C%22ckId%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>54170607</td>\n",
       "      <td>电商产品经理(J10169)</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>fba4b11d39f91cd7cc809655362a8e54</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>62eb718e29badd322a14498d03u.png</td>\n",
       "      <td>8134400.0</td>\n",
       "      <td>LINSY 林氏</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/8134400/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...   \n",
       "1   {\"jobId\":\"57784639\",\"userId\":\"f51c1d2e9c63ee70...   \n",
       "2   {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...   \n",
       "3   {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...   \n",
       "4   {\"jobId\":\"40053971\",\"userId\":\"1590a7fa7a4c122c...   \n",
       "5   {\"jobId\":\"57565197\",\"userId\":\"957da5d54f0e05cf...   \n",
       "6   {\"jobId\":\"57310499\",\"userId\":\"42d729da7b77447d...   \n",
       "7   {\"jobId\":\"44668403\",\"userId\":\"0dfca8bd388cf67f...   \n",
       "8   {\"jobId\":\"57485259\",\"userId\":\"3fcd2f12b166bad5...   \n",
       "9   {\"jobId\":\"42213621\",\"userId\":\"cb4f864075f8397e...   \n",
       "10  {\"jobId\":\"44668045\",\"userId\":\"0dfca8bd388cf67f...   \n",
       "11  {\"jobId\":\"44668245\",\"userId\":\"0dfca8bd388cf67f...   \n",
       "12  {\"jobId\":\"43004537\",\"userId\":\"2811825ea5bfeb82...   \n",
       "13  {\"jobId\":\"46355485\",\"userId\":\"1cb765d37bd0684e...   \n",
       "14  {\"jobId\":\"56099491\",\"userId\":\"93dd604f1509212f...   \n",
       "15  {\"jobId\":\"48652943\",\"userId\":\"ba92c288ac646d99...   \n",
       "16  {\"jobId\":\"44296619\",\"userId\":\"1f85cb9fa2d342de...   \n",
       "17  {\"jobId\":\"45039771\",\"userId\":\"565849ded1b9b95e...   \n",
       "18  {\"jobId\":\"46557423\",\"userId\":\"a2d2354bf657634e...   \n",
       "19  {\"jobId\":\"44638211\",\"userId\":\"d065b1daa7bcb84a...   \n",
       "20  {\"jobId\":\"41293593\",\"userId\":\"41a7ab5db2267b7a...   \n",
       "21  {\"jobId\":\"55540905\",\"userId\":\"626782c0f12b3069...   \n",
       "22  {\"jobId\":\"41342655\",\"userId\":\"0042dacfb48178e9...   \n",
       "23  {\"jobId\":\"54094527\",\"userId\":\"bfc28207e2f11798...   \n",
       "24  {\"jobId\":\"56928029\",\"userId\":\"08e4b7710d87386c...   \n",
       "25  {\"jobId\":\"44961783\",\"userId\":\"650041927c39da8d...   \n",
       "26  {\"jobId\":\"57547393\",\"userId\":\"a33efcbbbe8cac1f...   \n",
       "27  {\"jobId\":\"56163467\",\"userId\":\"2b7f4d87edb76158...   \n",
       "28  {\"jobId\":\"56773475\",\"userId\":\"f3b6bdf2ce40fc5f...   \n",
       "29  {\"jobId\":\"41290327\",\"userId\":\"3c7809eade2bdcbf...   \n",
       "30  {\"jobId\":\"57515707\",\"userId\":\"9224e21535a0770f...   \n",
       "31  {\"jobId\":\"52410465\",\"userId\":\"42a2c62bf934a3d9...   \n",
       "32  {\"jobId\":\"57365497\",\"userId\":\"54cbd070baed9f4e...   \n",
       "33  {\"jobId\":\"57700793\",\"userId\":\"d240723b0e912c83...   \n",
       "34  {\"jobId\":\"44046273\",\"userId\":\"0f67104d9d26e05a...   \n",
       "35  {\"jobId\":\"43415437\",\"userId\":\"36b94f67508835cc...   \n",
       "36  {\"jobId\":\"56142583\",\"userId\":\"e36552938188a1aa...   \n",
       "37  {\"jobId\":\"55890723\",\"userId\":\"0b0c90adf9dba7db...   \n",
       "38  {\"jobId\":\"52633051\",\"userId\":\"23e6192b5acc98d4...   \n",
       "39  {\"jobId\":\"54170607\",\"userId\":\"22196dddc475ff27...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2257816811%22%2C%22ckId%22%3...   \n",
       "1   %7B%22jobId%22%3A%2257784639%22%2C%22ckId%22%3...   \n",
       "2   %7B%22jobId%22%3A%2257157157%22%2C%22ckId%22%3...   \n",
       "3   %7B%22jobId%22%3A%2245177357%22%2C%22ckId%22%3...   \n",
       "4   %7B%22jobId%22%3A%2240053971%22%2C%22ckId%22%3...   \n",
       "5   %7B%22jobId%22%3A%2257565197%22%2C%22ckId%22%3...   \n",
       "6   %7B%22jobId%22%3A%2257310499%22%2C%22ckId%22%3...   \n",
       "7   %7B%22jobId%22%3A%2244668403%22%2C%22ckId%22%3...   \n",
       "8   %7B%22jobId%22%3A%2257485259%22%2C%22ckId%22%3...   \n",
       "9   %7B%22jobId%22%3A%2242213621%22%2C%22ckId%22%3...   \n",
       "10  %7B%22jobId%22%3A%2244668045%22%2C%22ckId%22%3...   \n",
       "11  %7B%22jobId%22%3A%2244668245%22%2C%22ckId%22%3...   \n",
       "12  %7B%22jobId%22%3A%2243004537%22%2C%22ckId%22%3...   \n",
       "13  %7B%22jobId%22%3A%2246355485%22%2C%22ckId%22%3...   \n",
       "14  %7B%22jobId%22%3A%2256099491%22%2C%22ckId%22%3...   \n",
       "15  %7B%22jobId%22%3A%2248652943%22%2C%22ckId%22%3...   \n",
       "16  %7B%22jobId%22%3A%2244296619%22%2C%22ckId%22%3...   \n",
       "17  %7B%22jobId%22%3A%2245039771%22%2C%22ckId%22%3...   \n",
       "18  %7B%22jobId%22%3A%2246557423%22%2C%22ckId%22%3...   \n",
       "19  %7B%22jobId%22%3A%2244638211%22%2C%22ckId%22%3...   \n",
       "20  %7B%22jobId%22%3A%2241293593%22%2C%22ckId%22%3...   \n",
       "21  %7B%22jobId%22%3A%2255540905%22%2C%22ckId%22%3...   \n",
       "22  %7B%22jobId%22%3A%2241342655%22%2C%22ckId%22%3...   \n",
       "23  %7B%22jobId%22%3A%2254094527%22%2C%22ckId%22%3...   \n",
       "24  %7B%22jobId%22%3A%2256928029%22%2C%22ckId%22%3...   \n",
       "25  %7B%22jobId%22%3A%2244961783%22%2C%22ckId%22%3...   \n",
       "26  %7B%22jobId%22%3A%2257547393%22%2C%22ckId%22%3...   \n",
       "27  %7B%22jobId%22%3A%2256163467%22%2C%22ckId%22%3...   \n",
       "28  %7B%22jobId%22%3A%2256773475%22%2C%22ckId%22%3...   \n",
       "29  %7B%22jobId%22%3A%2241290327%22%2C%22ckId%22%3...   \n",
       "30  %7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...   \n",
       "31  %7B%22jobId%22%3A%2252410465%22%2C%22ckId%22%3...   \n",
       "32  %7B%22jobId%22%3A%2257365497%22%2C%22ckId%22%3...   \n",
       "33  %7B%22jobId%22%3A%2257700793%22%2C%22ckId%22%3...   \n",
       "34  %7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...   \n",
       "35  %7B%22jobId%22%3A%2243415437%22%2C%22ckId%22%3...   \n",
       "36  %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...   \n",
       "37  %7B%22jobId%22%3A%2255890723%22%2C%22ckId%22%3...   \n",
       "38  %7B%22jobId%22%3A%2252633051%22%2C%22ckId%22%3...   \n",
       "39  %7B%22jobId%22%3A%2254170607%22%2C%22ckId%22%3...   \n",
       "\n",
       "                                           job.labels job.jobId  \\\n",
       "0                                       [供应链产品, 数据分析]  57816811   \n",
       "1                                              [牙齿正畸]  57784639   \n",
       "2                                              [泌尿外科]  57157157   \n",
       "3                                  [市场营销, 产品管理, 产品开发]  45177357   \n",
       "4                                              [数据分析]  40053971   \n",
       "5               [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]  57565197   \n",
       "6                                              [生物科技]  57310499   \n",
       "7                                              [工具产品]  44668403   \n",
       "8                               [旅游产品, to C, OTA, 英文]  57485259   \n",
       "9                                              [产品规划]  42213621   \n",
       "10                                             [工具产品]  44668045   \n",
       "11                                             [工具产品]  44668245   \n",
       "12                                         [NFC, 一卡通]  43004537   \n",
       "13              [工具产品, IT互联网, 产品设计, 原型设计, 产品规划, 用户研究]  46355485   \n",
       "14              [需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]  56099491   \n",
       "15  [广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]  48652943   \n",
       "16                                                 []  44296619   \n",
       "17                             [产品经理, MCS系统, B2B报价系统]  45039771   \n",
       "18   [电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]  46557423   \n",
       "19             [产品设计, axure, visio, xmind, erp, 需求分析]  44638211   \n",
       "20                                             [数据分析]  41293593   \n",
       "21                                      [工具产品, 移动端产品]  55540905   \n",
       "22                                                 []  41342655   \n",
       "23                                                 []  54094527   \n",
       "24                                         [云网编排, 电信]  56928029   \n",
       "25  [AI人工智能产品, 机器学习, 深度学习, 人工智能, 人工智能领域, AI, 算法/AI...  44961783   \n",
       "26                             [医药行业销售, 市场调研分析, 产品推广]  57547393   \n",
       "27                                     [康复医疗器械, 医疗器械]  56163467   \n",
       "28                                                 []  56773475   \n",
       "29                                [IT互联网, 用户研究, 市场调研]  41290327   \n",
       "30                                                 []  57515707   \n",
       "31                                                 []  52410465   \n",
       "32  [交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, Saa...  57365497   \n",
       "33                                [Axure, 交互设计, 用户研究]  57700793   \n",
       "34                                       [数据产品, 工具产品]  44046273   \n",
       "35                                                 []  43415437   \n",
       "36                   [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  56142583   \n",
       "37                                       [产品经理, 水稻产品]  55890723   \n",
       "38                                 [金融产品, 基金产品, 金融行业]  52633051   \n",
       "39                                                 []  54170607   \n",
       "\n",
       "                     job.title  job.salary  job.dq job.jobKind  \\\n",
       "0                       产品经理助理    5-7k·13薪  广州-番禺区           2   \n",
       "1                 客户经理--齿科正畸产品  10-14k·14薪  广州-天河区           2   \n",
       "2                       医药产品经理  25-30k·14薪  广州-越秀区           2   \n",
       "3             Product Manager       25-30k      广州           1   \n",
       "4                       助理产品经理      16-20k      广州           2   \n",
       "5                     数字化产品经理岗      20-40k  广州-天河区           2   \n",
       "6                         产品经理  20-40k·14薪  广州-海珠区           2   \n",
       "7                      家居-产品经理      15-24k      广州           1   \n",
       "8                   产品经理（海外业务）  12-20k·13薪  广州-海珠区           2   \n",
       "9                       助理产品经理      12-21k      广州           2   \n",
       "10                     照明-产品经理      15-24k      广州           1   \n",
       "11                     充电-产品经理      15-24k      广州           1   \n",
       "12                        产品经理      20-30k      广州           1   \n",
       "13                        产品经理       8-13k  广州-天河区           2   \n",
       "14                        产品经理      12-15k  广州-海珠区           2   \n",
       "15                        产品经理      15-30k  广州-海珠区           2   \n",
       "16                   心血管产品线总经理      30-50k      广州           1   \n",
       "17                        产品经理      10-15k  广州-增城区           1   \n",
       "18                      家具产品经理  15-30k·13薪  广州-海珠区           2   \n",
       "19                        产品经理       7-12k  广州-越秀区           2   \n",
       "20                        产品经理  15-20k·13薪      广州           2   \n",
       "21                  产品经理（工具产品）      15-25k  广州-天河区           2   \n",
       "22                 产品经理（金融类产品）   8-15k·13薪  广州-海珠区           2   \n",
       "23                   产品经理（快消品）      15-25k  广州-南沙区           2   \n",
       "24                        产品经理      12-25k  广州-天河区           2   \n",
       "25  AI应用产品经理（广州总部）# 90M0115489  17-22k·13薪  广州-白云区           1   \n",
       "26                 助理产品经理/产品经理   8-16k·13薪  广州-南沙区           2   \n",
       "27                    医疗器械产品经理      12-18k  广州-南沙区           2   \n",
       "28      代客代理中心产品经理岗（衍生品交易产品经理）      15-30k  广州-天河区           2   \n",
       "29                     高级产品经理-  18-28k·16薪      广州           2   \n",
       "30             广花融资担保公司（筹）产品经理      10-20k  广州-花都区           2   \n",
       "31                  产品经理(妇瘤领域）      20-40k  广州-海珠区           2   \n",
       "32                 产品经理岗（信息技术）  10-16k·15薪  广州-越秀区           2   \n",
       "33        产品经理（数字化） (MJ001940)      10-18k  广州-黄埔区           2   \n",
       "34                   AI应用产品经理   18-19k·15薪      广州           1   \n",
       "35               产品经理（护肤品产品经理）      10-15k  广州-白云区           1   \n",
       "36                        产品经理      20-30k  广州-越秀区           2   \n",
       "37                      水稻产品经理      10-20k  广州-天河区           2   \n",
       "38                        产品经理  15-25k·13薪      广州           2   \n",
       "39              电商产品经理(J10169)      12-20k      广州           2   \n",
       "\n",
       "                                       job.dataPromId  job.topJob  ...  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        True  ...   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        True  ...   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False  ...   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       "1   7bcd6f67675b9b1f6042c177f0a1d2b1                    2   \n",
       "2   d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       "3   9cfdabc8878349689809d03804875792                    2   \n",
       "4   529552300bc2bc6e160bef405ccde8ba                    2   \n",
       "5   4acca2cffc6204f40e33f8ac54fbf39e                    2   \n",
       "6   f7db13688dbb016edf514c63e89fb1b8                    2   \n",
       "7   42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "8   771cd76556a28fdf9ccf3dc45f6d7696                    2   \n",
       "9   883cd419b3e5fda8befa578784e31c32                    2   \n",
       "10  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "11  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "12  c19a3d02ddef3222e70dc0cfcb4da503                    2   \n",
       "13  612d2e8328d1f75dfdb07c5a03f49b8b                    2   \n",
       "14  4dd9c611f28fb31268c56fcc9b2af6cb                    2   \n",
       "15  7d9de10d9f7b0a9c9941166e65ebdb6f                    2   \n",
       "16  aff648644d2a1229fa1c74c9d557610b                    2   \n",
       "17  9f14288df001c0c215bfaefec8d20490                    2   \n",
       "18  b9f180babb88d8c1d6a9d1214a39013b                    2   \n",
       "19  a7c1274d81ffbd5c8fa263ed17de85b1                    2   \n",
       "20  abdc4a6288cb408c67afc08fad36a30d                    2   \n",
       "21  419e123d9f6bdaed6dadb487287a091a                    2   \n",
       "22  03e8d37d540f7aacac365a663ca833da                    2   \n",
       "23  207c380fb07ddad3e7b657921b02bb93                    2   \n",
       "24  69dd5aa7404662acbf1edd1f3249a09c                    2   \n",
       "25  4599fb70152beed2e89ee1fba507436c                    2   \n",
       "26  38182daa8f6bb89c16045c5c81f662c6                    2   \n",
       "27  ba01035e7babf9fc97cd4b0530f9e3f9                    2   \n",
       "28  a6ecbb8d620b5506c1bd2b3e9fec8144                    2   \n",
       "29  a3f8d3fcd35211590eae969ce9a54d02                    2   \n",
       "30  2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       "31  34bca69415136074d2e7a31c096a5fc3                    2   \n",
       "32  a2afe536821a6213835da8f121f93219                    2   \n",
       "33  ae4d6cfa4ade940c9b424d05e277c733                    2   \n",
       "34  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       "35  f8e487f9c2ce7cab62cb88e0a323364d                    2   \n",
       "36  ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       "37  8efd3436fa841834351ff05530f680dd                    2   \n",
       "38  914c35ca551eeb8c6bc971ec2e264ed1                    2   \n",
       "39  fba4b11d39f91cd7cc809655362a8e54                    2   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compIndustry  \\\n",
       "0    5f8f986aea60860b75384fab08u.jpg       电子/半导体/集成电路   \n",
       "1    5d639dabd0718579c6ce8cec04u.jpg                化工   \n",
       "2    5f8f986aea60860b75384fab08u.jpg                制药   \n",
       "3   6321be3095ee1c04143439eb01u.jpeg                日化   \n",
       "4    5f8f9865ea60860b75384fa508u.jpg                制药   \n",
       "5    5f8f9865ea60860b75384fa508u.jpg          基金/证券/期货   \n",
       "6    6423908b3bc4c916d465997108u.png              生物技术   \n",
       "7    6408280fb792580455b2e08001u.png              电子商务   \n",
       "8    5f8f9863f6d1ab58476f246a08u.jpg               互联网   \n",
       "9    5f8f986bdfb13a7dee342f2108u.jpg                制药   \n",
       "10   6408280fb792580455b2e08001u.png              电子商务   \n",
       "11   6408280fb792580455b2e08001u.png              电子商务   \n",
       "12   625e156c9acaf0067ad22cbb08u.jpg               互联网   \n",
       "13   5f8f9863f6d1ab58476f246a08u.jpg             计算机软件   \n",
       "14   63ec2b240a1ead27bd40dc1505u.png               工艺品   \n",
       "15   5f8f986c79c7cc70efbf36c808u.jpg                游戏   \n",
       "16   6246e8b3bc8c77795d23422d03u.png              医疗器械   \n",
       "17   5d541bac4ebeb1284dfb924f06u.jpg             家具/家居   \n",
       "18   5f8f9863f6d1ab58476f246a08u.jpg              电子商务   \n",
       "19   5f8f98648dbe6273dcf8515508u.jpg              电子商务   \n",
       "20   5f8f986779c7cc70efbf36c008u.jpg              科技金融   \n",
       "21   5de9b8bfcd52473b94f2fba308u.jpg               互联网   \n",
       "22   5f8f9866dfb13a7dee342f1808u.jpg                游戏   \n",
       "23   5f8f9866dfb13a7dee342f1808u.jpg          食品/饮料/酒水   \n",
       "24   5f8f9863f6d1ab58476f246a08u.jpg             计算机软件   \n",
       "25  6307358dfcd8e70344dcd0aa02u.jpeg            人力资源服务   \n",
       "26   642e22d5690f674cbedabe8f08u.png             批发/零售   \n",
       "27   54d1e762712eb4f6b84c253101a.png              医疗机构   \n",
       "28   5f8f986779c7cc70efbf36c008u.jpg                银行   \n",
       "29   5f8f98648dbe6273dcf8515508u.jpg               互联网   \n",
       "30   5f8f9865ea60860b75384fa508u.jpg           其他商务服务业   \n",
       "31   5f8f9865ea60860b75384fa508u.jpg                制药   \n",
       "32   5f8f9865ea60860b75384fa508u.jpg          基金/证券/期货   \n",
       "33   5f8f9866dfb13a7dee342f1808u.jpg             计算机软件   \n",
       "34  636899c231cd614a2518fd6603u.jpeg          食品/饮料/日化   \n",
       "35   60eff8fa72adae59b22441f602u.png             个人护理品   \n",
       "36   5f8f9865ea60860b75384fa508u.jpg              电子商务   \n",
       "37   5f8f9866dfb13a7dee342f1808u.jpg           农/林/牧/渔   \n",
       "38   5f8f9868f6d1ab58476f24a008u.jpg             计算机软件   \n",
       "39   5f8f9866dfb13a7dee342f1808u.jpg              电子商务   \n",
       "\n",
       "                      comp.compLogo  comp.compId    comp.compName  \\\n",
       "0   6260c4f2d16c9b55d258a16501u.png    9730786.0             京邦集团   \n",
       "1   5bfe910574719d35745abfa303a.png    7864451.0             3M中国   \n",
       "2   5bfe916674719d35745ad29703a.png    8275623.0             康方生物   \n",
       "3   60e2fe0bf3df194a3c48adb502u.png          NaN       某国内大型快消品公司   \n",
       "4   604f14de52c864553c987f2203u.png   12568645.0     江苏知原药业股份有限公司   \n",
       "5   61b07937d0458d53c627567e02u.jpg    8136395.0   广州越秀金融控股集团有限公司   \n",
       "6   61b07937d0458d53c627567e02u.jpg   13113895.0             态创生物   \n",
       "7   60e2fe0bf3df194a3c48adb502u.png          NaN        某广州电子商务公司   \n",
       "8   59b6035970324a7f8c9d651306a.jpg    8082331.0              租租车   \n",
       "9   60f0012c66b5e17b60aa022905u.png    8788514.0              一品红   \n",
       "10  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州电子商务公司   \n",
       "11  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州电子商务公司   \n",
       "12  60e2fe0bf3df194a3c48adb502u.png          NaN       某广州大型互联网公司   \n",
       "13  5bfea0bd74719d2aa34c05b003a.png    9257569.0     广州天迅网络科技有限公司   \n",
       "14  61a5bb22f96ca95918aa2e9206u.png   13001749.0     广东森宝文化实业有限公司   \n",
       "15  624a9b1378302f2c469582d607u.png    8166526.0           广州乐牛游戏   \n",
       "16  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州医疗设备上市公司   \n",
       "17  60e2fe0bf3df194a3c48adb502u.png          NaN     某大型知名家具/家居公司   \n",
       "18  60646aae992c4240ea9983b905u.png   10239197.0             爆米科技   \n",
       "19  5fd9ac8a1721db2a11d6bfe501u.png    8947527.0             亮健集团   \n",
       "20  60f919edecacff0bd07ea1c308u.jpg    9249321.0             卓术信息   \n",
       "21  5de9b7cf276e4871f4155d2a08u.jpg    8835306.0             至真信息   \n",
       "22  624a9b1378302f2c469582d607u.png    8166526.0           广州乐牛游戏   \n",
       "23  61b07937d0458d53c627567e02u.jpg   13103111.0       广州奥昆食品有限公司   \n",
       "24  5bfea2fc74719d2aa34c73fb03a.png     552933.0       广东亿迅科技有限公司   \n",
       "25  60e2fe0bf3df194a3c48adb502u.png          NaN      某上海大型专业服务公司   \n",
       "26  61b07937d0458d53c627567e02u.jpg   13493269.0   拱极生物医药(广州)有限公司   \n",
       "27  5bfe8fc874719d35745a817203a.png    3482038.0             一康医疗   \n",
       "28  5bfea60174719d2aa34cf03003a.png    8790445.0             浦发银行   \n",
       "29  635f3558bc4bee6f5c71877b04u.png    9541320.0             数字广东   \n",
       "30  61b07937d0458d53c627567e02u.jpg   13183547.0   广州智都投资控股集团有限公司   \n",
       "31  5bfe916674719d35745ad29703a.png    8275623.0             康方生物   \n",
       "32  61b07937d0458d53c627567e02u.jpg   13126133.0      广州交易所集团有限公司   \n",
       "33  6242b195ca47ff43908033f907u.png    8547388.0         广电运通金融电子   \n",
       "34  60e2fe0bf3df194a3c48adb502u.png          NaN         知名港资快消集团   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png          NaN           某化妆品企业   \n",
       "36  634f899ab0584d35822417cb06u.png   13297665.0  文峰荟(广州)企业管理有限公司   \n",
       "37  5bfea26774719d2aa34c583003a.png    8929680.0    先正达(中国)投资有限公司   \n",
       "38  5e68860937483e328d549b2907u.jpg   10212685.0     广州融山信息科技有限公司   \n",
       "39  62eb718e29badd322a14498d03u.png    8134400.0         LINSY 林氏   \n",
       "\n",
       "   comp.compScale                                 comp.link comp.compStage  \n",
       "0        100-499人   https://www.liepin.com/company/9730786/            NaN  \n",
       "1        10000人以上   https://www.liepin.com/company/7864451/            NaN  \n",
       "2      2000-5000人   https://www.liepin.com/company/8275623/           港股上市  \n",
       "3      2000-5000人                                                    融资未公开  \n",
       "4        100-499人  https://www.liepin.com/company/12568645/             D轮  \n",
       "5        100-499人   https://www.liepin.com/company/8136395/            NaN  \n",
       "6        100-499人  https://www.liepin.com/company/13113895/             A轮  \n",
       "7        100-499人                                                       其他  \n",
       "8      1000-2000人   https://www.liepin.com/company/8082331/             D轮  \n",
       "9        500-999人   https://www.liepin.com/company/8788514/         沪深A股上市  \n",
       "10       100-499人                                                       其他  \n",
       "11       100-499人                                                       其他  \n",
       "12     1000-2000人                                                    融资未公开  \n",
       "13       100-499人   https://www.liepin.com/company/9257569/          融资未公开  \n",
       "14     1000-2000人  https://www.liepin.com/company/13001749/            NaN  \n",
       "15       500-999人   https://www.liepin.com/company/8166526/            NaN  \n",
       "16       500-999人                                                      已上市  \n",
       "17       10000人以上                                                      已上市  \n",
       "18       500-999人  https://www.liepin.com/company/10239197/             B轮  \n",
       "19       500-999人   https://www.liepin.com/company/8947527/           战略投资  \n",
       "20         50-99人   https://www.liepin.com/company/9249321/          融资未公开  \n",
       "21       100-499人   https://www.liepin.com/company/8835306/             A轮  \n",
       "22       500-999人   https://www.liepin.com/company/8166526/            NaN  \n",
       "23     1000-2000人  https://www.liepin.com/company/13103111/            NaN  \n",
       "24     2000-5000人    https://www.liepin.com/company/552933/            NaN  \n",
       "25       10000人以上                                                    不需要融资  \n",
       "26          1-49人  https://www.liepin.com/company/13493269/            NaN  \n",
       "27       100-499人   https://www.liepin.com/company/3482038/            NaN  \n",
       "28     2000-5000人   https://www.liepin.com/company/8790445/            NaN  \n",
       "29     2000-5000人   https://www.liepin.com/company/9541320/            NaN  \n",
       "30         50-99人  https://www.liepin.com/company/13183547/          融资未公开  \n",
       "31     2000-5000人   https://www.liepin.com/company/8275623/           港股上市  \n",
       "32       100-499人  https://www.liepin.com/company/13126133/            NaN  \n",
       "33       10000人以上   https://www.liepin.com/company/8547388/         沪深A股上市  \n",
       "34     2000-5000人                                                    融资未公开  \n",
       "35       500-999人                                                      已上市  \n",
       "36       500-999人  https://www.liepin.com/company/13297665/            NaN  \n",
       "37     2000-5000人   https://www.liepin.com/company/8929680/            NaN  \n",
       "38       100-499人  https://www.liepin.com/company/10212685/            NaN  \n",
       "39    5000-10000人   https://www.liepin.com/company/8134400/             B轮  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9cba2c0a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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